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  {
   "source": [
    "假设通过爬虫你获取到了北京2016年3,10月份每天白天的最高气温(分别位于列表a,b),那么此时如何寻找出气温和随时间(天)变化的某种规律?\n",
    "\n",
    "a = [11,17,16,11,12,11,12,6,6,7,8,9,12,15,14,17,18,21,16,17,20,14,15,15,15,19,21,22,22,22,23]\n",
    "b = [26,26,28,19,21,17,16,19,18,20,20,19,22,23,17,20,21,20,22,15,11,15,5,13,17,10,11,13,12,13,6]"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt \n",
    "import matplotlib\n",
    "import numpy as np \n",
    "from matplotlib.text import get_rotation #windows下显示中文字题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#设置显示字体\n",
    "font = {'family':'Microsoft Yahei',\n",
    "        'size':'10'}\n",
    "matplotlib.rc('font',**font)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#获取x,y值\n",
    "x_1 = range(1,32)\n",
    "x_2 = range(61,92)\n",
    "y_1 = [11,17,16,11,12,11,12,6,6,7,8,9,12,15,14,17,18,21,16,17,20,14,15,15,15,19,21,22,22,22,23]\n",
    "y_2 = [26,26,28,19,21,17,16,19,18,20,20,19,22,23,17,20,21,20,22,15,11,15,5,13,17,10,11,13,12,13,6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "#设置图片大小\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "#获取x,y的值以及label\n",
    "plt.scatter(x_1,y_1,label=\"3月份\",color=\"#F08080\")\n",
    "plt.scatter(x_2,y_2,label=\"10月份\",color=\"#DB7093\")\n",
    "#调整x轴的刻度\n",
    "x = list(x_1) + list(x_2)\n",
    "x_label = [f'3月{i}号' for i in x_1]\n",
    "x_label += [f'10月{i-60}号' for i in x_2]\n",
    "plt.xticks(x[::3],x_label[::3],rotation=45)\n",
    "#设置背景网格\n",
    "plt.grid(alpha=0.4,linestyle=':')\n",
    "#设置图例位置\n",
    "plt.legend(loc = 'upper left')\n",
    "#设置x，y的坐标名称\n",
    "plt.xlabel('时间')\n",
    "plt.ylabel('温度')\n",
    "#设置标题\n",
    "plt.title('时间随温度的变化')\n",
    "#展示图片\n",
    "plt.show()"
   ]
  }
 ]
}